2025 "large reasoning models" Papers

Demystifying Reasoning Dynamics with Mutual Information: Thinking Tokens are Information Peaks in LLM Reasoning

Evaluating the Inductive Abilities of Large Language Models: Why Chain-of-Thought Reasoning Sometimes Hurts More Than Helps

Haibo Jin, Peiyan Zhang, Man Luo et al.

On Reasoning Strength Planning in Large Reasoning Models

Leheng Sheng, An Zhang, Zijian Wu et al.

Thinking in Character: Advancing Role-Playing Agents with Role-Aware Reasoning

Yihong Tang, Kehai Chen, Muyun Yang et al.

Think Only When You Need with Large Hybrid-Reasoning Models

Lingjie Jiang, Xun Wu, Shaohan Huang et al.

Topology of Reasoning: Understanding Large Reasoning Models through Reasoning Graph Properties

Gouki Minegishi, Hiroki Furuta, Takeshi Kojima et al.

Tropical Attention: Neural Algorithmic Reasoning for Combinatorial Algorithms

Baran Hashemi, Kurt Pasque, Chris Teska et al.